Overview
Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.3 MiB |
| Average record size in memory | 138.0 B |
Variable types
| Numeric | 7 |
|---|---|
| Categorical | 9 |
| Boolean | 10 |
Age is highly overall correlated with AgeGroup_25-34 and 3 other fields | High correlation |
AgeGroup_25-34 is highly overall correlated with Age and 1 other fields | High correlation |
AgeGroup_35-49 is highly overall correlated with Age and 1 other fields | High correlation |
AgeGroup_50-64 is highly overall correlated with Age | High correlation |
AgeGroup_65+ is highly overall correlated with Age | High correlation |
Age_Balance_interaction is highly overall correlated with Balance and 2 other fields | High correlation |
Balance is highly overall correlated with Age_Balance_interaction and 3 other fields | High correlation |
BalanceSalaryRatio is highly overall correlated with Age_Balance_interaction and 1 other fields | High correlation |
CreditScore is highly overall correlated with CreditScoreBucket_High and 2 other fields | High correlation |
CreditScoreBucket_High is highly overall correlated with CreditScore | High correlation |
CreditScoreBucket_Med is highly overall correlated with CreditScore | High correlation |
CreditScoreBucket_VeryHigh is highly overall correlated with CreditScore | High correlation |
EstimatedSalary is highly overall correlated with LowSalary_HighBalance | High correlation |
HighBalanceFlag is highly overall correlated with Age_Balance_interaction and 2 other fields | High correlation |
LowSalary_HighBalance is highly overall correlated with Balance and 2 other fields | High correlation |
MultipleProducts is highly overall correlated with NumOfProducts | High correlation |
NumOfProducts is highly overall correlated with MultipleProducts | High correlation |
Tenure is highly overall correlated with TenureBucket_2-3 and 2 other fields | High correlation |
TenureBucket_2-3 is highly overall correlated with Tenure | High correlation |
TenureBucket_4-6 is highly overall correlated with Tenure | High correlation |
TenureBucket_7-10 is highly overall correlated with Tenure | High correlation |
AgeGroup_50-64 is highly imbalanced (53.2%) | Imbalance |
AgeGroup_65+ is highly imbalanced (82.4%) | Imbalance |
BalanceSalaryRatio is highly skewed (γ1 = 94.26402235) | Skewed |
HighBalanceFlag is uniformly distributed | Uniform |
Tenure has 413 (4.1%) zeros | Zeros |
Balance has 3617 (36.2%) zeros | Zeros |
BalanceSalaryRatio has 3617 (36.2%) zeros | Zeros |
Reproduction
| Analysis started | 2025-12-15 06:24:58.261915 |
|---|---|
| Analysis finished | 2025-12-15 06:25:14.513080 |
| Duration | 16.25 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
CreditScore
Real number (ℝ)
High correlation
| Distinct | 460 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 650.5288 |
| Minimum | 350 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 350 |
|---|---|
| 5-th percentile | 489 |
| Q1 | 584 |
| median | 652 |
| Q3 | 718 |
| 95-th percentile | 812 |
| Maximum | 850 |
| Range | 500 |
| Interquartile range (IQR) | 134 |
Descriptive statistics
| Standard deviation | 96.653299 |
|---|---|
| Coefficient of variation (CV) | 0.14857651 |
| Kurtosis | -0.42572568 |
| Mean | 650.5288 |
| Median Absolute Deviation (MAD) | 67 |
| Skewness | -0.071606608 |
| Sum | 6505288 |
| Variance | 9341.8602 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 850 | 233 | 2.3% |
| 678 | 63 | 0.6% |
| 655 | 54 | 0.5% |
| 705 | 53 | 0.5% |
| 667 | 53 | 0.5% |
| 684 | 52 | 0.5% |
| 651 | 50 | 0.5% |
| 670 | 50 | 0.5% |
| 683 | 48 | 0.5% |
| 652 | 48 | 0.5% |
| Other values (450) | 9296 |
| Value | Count | Frequency (%) |
| 350 | 5 | |
| 351 | 1 | < 0.1% |
| 358 | 1 | < 0.1% |
| 359 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 367 | 1 | < 0.1% |
| 373 | 1 | < 0.1% |
| 376 | 2 | < 0.1% |
| 382 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 850 | 233 | |
| 849 | 8 | 0.1% |
| 848 | 5 | 0.1% |
| 847 | 6 | 0.1% |
| 846 | 5 | 0.1% |
| 845 | 6 | 0.1% |
| 844 | 7 | 0.1% |
| 843 | 2 | < 0.1% |
| 842 | 7 | 0.1% |
| 841 | 12 | 0.1% |
Age
Real number (ℝ)
High correlation
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.9218 |
| Minimum | 18 |
|---|---|
| Maximum | 92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 32 |
| median | 37 |
| Q3 | 44 |
| 95-th percentile | 60 |
| Maximum | 92 |
| Range | 74 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 10.487806 |
|---|---|
| Coefficient of variation (CV) | 0.26945841 |
| Kurtosis | 1.3953471 |
| Mean | 38.9218 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 1.0113203 |
| Sum | 389218 |
| Variance | 109.99408 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 37 | 478 | 4.8% |
| 38 | 477 | 4.8% |
| 35 | 474 | 4.7% |
| 36 | 456 | 4.6% |
| 34 | 447 | 4.5% |
| 33 | 442 | 4.4% |
| 40 | 432 | 4.3% |
| 39 | 423 | 4.2% |
| 32 | 418 | 4.2% |
| 31 | 404 | 4.0% |
| Other values (60) | 5549 |
| Value | Count | Frequency (%) |
| 18 | 22 | 0.2% |
| 19 | 27 | 0.3% |
| 20 | 40 | 0.4% |
| 21 | 53 | 0.5% |
| 22 | 84 | |
| 23 | 99 | |
| 24 | 132 | |
| 25 | 154 | |
| 26 | 200 | |
| 27 | 209 |
| Value | Count | Frequency (%) |
| 92 | 2 | < 0.1% |
| 88 | 1 | < 0.1% |
| 85 | 1 | < 0.1% |
| 84 | 2 | < 0.1% |
| 83 | 1 | < 0.1% |
| 82 | 1 | < 0.1% |
| 81 | 4 | |
| 80 | 3 | |
| 79 | 4 | |
| 78 | 5 |
Tenure
Real number (ℝ)
High correlation Zeros
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.0128 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 413 |
| Zeros (%) | 4.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.8921744 |
|---|---|
| Coefficient of variation (CV) | 0.57695786 |
| Kurtosis | -1.1652252 |
| Mean | 5.0128 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.010991458 |
| Sum | 50128 |
| Variance | 8.3646726 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 1048 | |
| 1 | 1035 | |
| 7 | 1028 | |
| 8 | 1025 | |
| 5 | 1012 | |
| 3 | 1009 | |
| 4 | 989 | |
| 9 | 984 | |
| 6 | 967 | |
| 10 | 490 |
| Value | Count | Frequency (%) |
| 0 | 413 | 4.1% |
| 1 | 1035 | |
| 2 | 1048 | |
| 3 | 1009 | |
| 4 | 989 | |
| 5 | 1012 | |
| 6 | 967 | |
| 7 | 1028 | |
| 8 | 1025 | |
| 9 | 984 |
| Value | Count | Frequency (%) |
| 10 | 490 | |
| 9 | 984 | |
| 8 | 1025 | |
| 7 | 1028 | |
| 6 | 967 | |
| 5 | 1012 | |
| 4 | 989 | |
| 3 | 1009 | |
| 2 | 1048 | |
| 1 | 1035 |
Balance
Real number (ℝ)
High correlation Zeros
| Distinct | 6382 |
|---|---|
| Distinct (%) | 63.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76485.889 |
| Minimum | 0 |
|---|---|
| Maximum | 250898.09 |
| Zeros | 3617 |
| Zeros (%) | 36.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 97198.54 |
| Q3 | 127644.24 |
| 95-th percentile | 162711.67 |
| Maximum | 250898.09 |
| Range | 250898.09 |
| Interquartile range (IQR) | 127644.24 |
Descriptive statistics
| Standard deviation | 62397.405 |
|---|---|
| Coefficient of variation (CV) | 0.81580283 |
| Kurtosis | -1.4894118 |
| Mean | 76485.889 |
| Median Absolute Deviation (MAD) | 46766.79 |
| Skewness | -0.14110871 |
| Sum | 7.6485889 × 108 |
| Variance | 3.8934362 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 130170.82 | 2 | < 0.1% |
| 105473.74 | 2 | < 0.1% |
| 159397.75 | 1 | < 0.1% |
| 144238.7 | 1 | < 0.1% |
| 112262.84 | 1 | < 0.1% |
| 109106.8 | 1 | < 0.1% |
| 142147.32 | 1 | < 0.1% |
| 109109.33 | 1 | < 0.1% |
| 146587.3 | 1 | < 0.1% |
| Other values (6372) | 6372 |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 3768.69 | 1 | < 0.1% |
| 12459.19 | 1 | < 0.1% |
| 14262.8 | 1 | < 0.1% |
| 16893.59 | 1 | < 0.1% |
| 23503.31 | 1 | < 0.1% |
| 24043.45 | 1 | < 0.1% |
| 27288.43 | 1 | < 0.1% |
| 27517.15 | 1 | < 0.1% |
| 27755.97 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 250898.09 | 1 | |
| 238387.56 | 1 | |
| 222267.63 | 1 | |
| 221532.8 | 1 | |
| 216109.88 | 1 | |
| 214346.96 | 1 | |
| 213146.2 | 1 | |
| 212778.2 | 1 | |
| 212696.32 | 1 | |
| 212692.97 | 1 |
NumOfProducts
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | 266 |
| 4 | 60 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 3 |
| 4th row | 2 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 5084 | |
| 2 | 4590 | |
| 3 | 266 | 2.7% |
| 4 | 60 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 5084 | |
| 2 | 4590 | |
| 3 | 266 | 2.7% |
| 4 | 60 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 5084 | |
| 2 | 4590 | |
| 3 | 266 | 2.7% |
| 4 | 60 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5084 | |
| 2 | 4590 | |
| 3 | 266 | 2.7% |
| 4 | 60 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5084 | |
| 2 | 4590 | |
| 3 | 266 | 2.7% |
| 4 | 60 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5084 | |
| 2 | 4590 | |
| 3 | 266 | 2.7% |
| 4 | 60 | 0.6% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 7055 | |
| 0 | 2945 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 7055 | |
| 0 | 2945 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 7055 | |
| 0 | 2945 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7055 | |
| 0 | 2945 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7055 | |
| 0 | 2945 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7055 | |
| 0 | 2945 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 5151 | |
| 0 | 4849 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 5151 | |
| 0 | 4849 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 5151 | |
| 0 | 4849 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5151 | |
| 0 | 4849 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5151 | |
| 0 | 4849 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5151 | |
| 0 | 4849 |
EstimatedSalary
Real number (ℝ)
High correlation
| Distinct | 9999 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100090.24 |
| Minimum | 11.58 |
|---|---|
| Maximum | 199992.48 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 11.58 |
|---|---|
| 5-th percentile | 9851.8185 |
| Q1 | 51002.11 |
| median | 100193.91 |
| Q3 | 149388.25 |
| 95-th percentile | 190155.38 |
| Maximum | 199992.48 |
| Range | 199980.9 |
| Interquartile range (IQR) | 98386.137 |
Descriptive statistics
| Standard deviation | 57510.493 |
|---|---|
| Coefficient of variation (CV) | 0.57458642 |
| Kurtosis | -1.1815184 |
| Mean | 100090.24 |
| Median Absolute Deviation (MAD) | 49198.15 |
| Skewness | 0.0020853577 |
| Sum | 1.0009024 × 109 |
| Variance | 3.3074568 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24924.92 | 2 | < 0.1% |
| 121505.61 | 1 | < 0.1% |
| 89874.82 | 1 | < 0.1% |
| 72500.68 | 1 | < 0.1% |
| 182692.8 | 1 | < 0.1% |
| 4993.94 | 1 | < 0.1% |
| 124964.82 | 1 | < 0.1% |
| 161971.42 | 1 | < 0.1% |
| 3729.89 | 1 | < 0.1% |
| 55313.44 | 1 | < 0.1% |
| Other values (9989) | 9989 |
| Value | Count | Frequency (%) |
| 11.58 | 1 | |
| 90.07 | 1 | |
| 91.75 | 1 | |
| 96.27 | 1 | |
| 106.67 | 1 | |
| 123.07 | 1 | |
| 142.81 | 1 | |
| 143.34 | 1 | |
| 178.19 | 1 | |
| 216.27 | 1 |
| Value | Count | Frequency (%) |
| 199992.48 | 1 | |
| 199970.74 | 1 | |
| 199953.33 | 1 | |
| 199929.17 | 1 | |
| 199909.32 | 1 | |
| 199862.75 | 1 | |
| 199857.47 | 1 | |
| 199841.32 | 1 | |
| 199808.1 | 1 | |
| 199805.63 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 7963 | |
| 1 | 2037 | 20.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 7963 | |
| 1 | 2037 | 20.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7963 | |
| 1 | 2037 | 20.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7963 | |
| 1 | 2037 | 20.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7963 | |
| 1 | 2037 | 20.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7963 | |
| 1 | 2037 | 20.4% |
BalanceSalaryRatio
Real number (ℝ)
High correlation Skewed Zeros
| Distinct | 6384 |
|---|---|
| Distinct (%) | 63.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.8787029 |
| Minimum | 0 |
|---|---|
| Maximum | 10614.655 |
| Zeros | 3617 |
| Zeros (%) | 36.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.74700231 |
| Q3 | 1.514022 |
| 95-th percentile | 7.2495003 |
| Maximum | 10614.655 |
| Range | 10614.655 |
| Interquartile range (IQR) | 1.514022 |
Descriptive statistics
| Standard deviation | 108.33726 |
|---|---|
| Coefficient of variation (CV) | 27.931311 |
| Kurtosis | 9208.1391 |
| Mean | 3.8787029 |
| Median Absolute Deviation (MAD) | 0.74700231 |
| Skewness | 94.264022 |
| Sum | 38787.029 |
| Variance | 11736.962 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 0.8652829362 | 1 | < 0.1% |
| 1.835961263 | 1 | < 0.1% |
| 2.780685754 | 1 | < 0.1% |
| 0.7822065495 | 1 | < 0.1% |
| 8.720534374 | 1 | < 0.1% |
| 0.8993965269 | 1 | < 0.1% |
| 3.599756281 | 1 | < 0.1% |
| 21.8483462 | 1 | < 0.1% |
| 1.63101634 | 1 | < 0.1% |
| Other values (6374) | 6374 |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 0.02128418881 | 1 | < 0.1% |
| 0.07946553593 | 1 | < 0.1% |
| 0.1383670781 | 1 | < 0.1% |
| 0.1416141163 | 1 | < 0.1% |
| 0.1809964844 | 1 | < 0.1% |
| 0.1875142498 | 1 | < 0.1% |
| 0.1925817779 | 1 | < 0.1% |
| 0.2009926374 | 1 | < 0.1% |
| 0.2053787413 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 10614.65544 | 1 | |
| 1326.102779 | 1 | |
| 856.0641098 | 1 | |
| 611.268941 | 1 | |
| 437.9808416 | 1 | |
| 353.2296248 | 1 | |
| 349.5219873 | 1 | |
| 345.3423327 | 1 | |
| 321.3587687 | 1 | |
| 291.1422313 | 1 |
HighBalanceFlag
Categorical
High correlation Uniform
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5000 | |
| 1 | 5000 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5000 | |
| 1 | 5000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5000 | |
| 1 | 5000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5000 | |
| 1 | 5000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5000 | |
| 1 | 5000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5000 | |
| 1 | 5000 |
MultipleProducts
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5084 | |
| 1 | 4916 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5084 | |
| 1 | 4916 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5084 | |
| 1 | 4916 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5084 | |
| 1 | 4916 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5084 | |
| 1 | 4916 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5084 | |
| 1 | 4916 |
Age_Balance_interaction
Real number (ℝ)
High correlation
| Distinct | 6450 |
|---|---|
| Distinct (%) | 64.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2995530.9 |
| Minimum | 18 |
|---|---|
| Maximum | 13797027 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 41 |
| median | 3360241.8 |
| Q3 | 4911073.1 |
| 95-th percentile | 7309047.8 |
| Maximum | 13797027 |
| Range | 13797009 |
| Interquartile range (IQR) | 4911032.1 |
Descriptive statistics
| Standard deviation | 2646816.1 |
|---|---|
| Coefficient of variation (CV) | 0.88358832 |
| Kurtosis | -0.68592952 |
| Mean | 2995530.9 |
| Median Absolute Deviation (MAD) | 2508171 |
| Skewness | 0.33313053 |
| Sum | 2.9955309 × 1010 |
| Variance | 7.0056354 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 34 | 178 | 1.8% |
| 36 | 176 | 1.8% |
| 38 | 175 | 1.8% |
| 35 | 172 | 1.7% |
| 37 | 168 | 1.7% |
| 39 | 163 | 1.6% |
| 33 | 162 | 1.6% |
| 32 | 156 | 1.6% |
| 40 | 153 | 1.5% |
| 29 | 147 | 1.5% |
| Other values (6440) | 8350 |
| Value | Count | Frequency (%) |
| 18 | 8 | 0.1% |
| 19 | 11 | 0.1% |
| 20 | 17 | 0.2% |
| 21 | 20 | 0.2% |
| 22 | 36 | |
| 23 | 35 | |
| 24 | 52 | |
| 25 | 56 | |
| 26 | 66 | |
| 27 | 86 |
| Value | Count | Frequency (%) |
| 13797026.94 | 1 | |
| 13588147.92 | 1 | |
| 13002683.69 | 1 | |
| 12903974.97 | 1 | |
| 12678472.62 | 1 | |
| 12534431.04 | 1 | |
| 12481824.32 | 1 | |
| 12427717.1 | 1 | |
| 12234531.68 | 1 | |
| 12087966.55 | 1 |
LowSalary_HighBalance
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 7516 | |
| 1 | 2484 | 24.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 7516 | |
| 1 | 2484 | 24.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7516 | |
| 1 | 2484 | 24.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7516 | |
| 1 | 2484 | 24.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7516 | |
| 1 | 2484 | 24.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7516 | |
| 1 | 2484 | 24.8% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 2 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5014 | |
| 1 | 2509 | |
| 2 | 2477 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5014 | |
| 1 | 2509 | |
| 2 | 2477 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5014 | |
| 1 | 2509 | |
| 2 | 2477 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5014 | |
| 1 | 2509 | |
| 2 | 2477 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5014 | |
| 1 | 2509 | |
| 2 | 2477 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 5014 | |
| 1 | 2509 | |
| 2 | 2477 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 5457 | |
| 0 | 4543 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 5457 | |
| 0 | 4543 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 5457 | |
| 0 | 4543 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5457 | |
| 0 | 4543 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5457 | |
| 0 | 4543 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5457 | |
| 0 | 4543 |
AgeGroup_25-34
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 6458 | |
| True | 3542 |
AgeGroup_35-49
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5414 | |
| True | 4586 |
AgeGroup_50-64
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 9003 | |
| True | 997 | 10.0% |
AgeGroup_65+
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 KiB |
| False | |
|---|---|
| True | 264 |
| Value | Count | Frequency (%) |
| False | 9736 | |
| True | 264 | 2.6% |
TenureBucket_2-3
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 7943 | |
| True | 2057 | 20.6% |
TenureBucket_4-6
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 7032 | |
| True | 2968 |
TenureBucket_7-10
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 6473 | |
| True | 3527 |
CreditScoreBucket_Med
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 7499 | |
| True | 2501 | 25.0% |
CreditScoreBucket_High
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 7498 | |
| True | 2502 | 25.0% |
CreditScoreBucket_VeryHigh
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 7537 | |
| True | 2463 | 24.6% |
Interactions
Correlations
| Age | AgeGroup_25-34 | AgeGroup_35-49 | AgeGroup_50-64 | AgeGroup_65+ | Age_Balance_interaction | Balance | BalanceSalaryRatio | CreditScore | CreditScoreBucket_High | CreditScoreBucket_Med | CreditScoreBucket_VeryHigh | EstimatedSalary | Exited | Gender_LE | Geography_LE | HasCrCard | HighBalanceFlag | IsActiveMember | LowSalary_HighBalance | MultipleProducts | NumOfProducts | Tenure | TenureBucket_2-3 | TenureBucket_4-6 | TenureBucket_7-10 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.792 | 0.752 | 0.830 | 0.894 | 0.444 | 0.033 | 0.036 | -0.008 | 0.000 | 0.000 | 0.000 | -0.002 | 0.375 | 0.026 | 0.050 | 0.013 | 0.039 | 0.144 | 0.014 | 0.086 | 0.087 | -0.010 | 0.000 | 0.000 | 0.000 |
| AgeGroup_25-34 | 0.792 | 1.000 | 0.681 | 0.246 | 0.121 | 0.335 | 0.011 | 0.000 | 0.019 | 0.000 | 0.007 | 0.000 | 0.028 | 0.218 | 0.018 | 0.046 | 0.017 | 0.020 | 0.000 | 0.010 | 0.042 | 0.087 | 0.018 | 0.000 | 0.000 | 0.000 |
| AgeGroup_35-49 | 0.752 | 0.681 | 1.000 | 0.306 | 0.151 | 0.288 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.028 | 0.095 | 0.000 | 0.028 | 0.001 | 0.000 | 0.068 | 0.000 | 0.000 | 0.034 | 0.026 | 0.000 | 0.000 | 0.007 |
| AgeGroup_50-64 | 0.830 | 0.246 | 0.306 | 1.000 | 0.053 | 0.376 | 0.039 | 0.027 | 0.033 | 0.004 | 0.000 | 0.000 | 0.004 | 0.269 | 0.018 | 0.029 | 0.006 | 0.029 | 0.059 | 0.026 | 0.070 | 0.112 | 0.019 | 0.000 | 0.020 | 0.000 |
| AgeGroup_65+ | 0.894 | 0.121 | 0.151 | 0.053 | 1.000 | 0.370 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.015 | 0.000 | 0.026 | 0.000 | 0.000 | 0.000 | 0.010 | 0.119 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.005 | 0.000 |
| Age_Balance_interaction | 0.444 | 0.335 | 0.288 | 0.376 | 0.370 | 1.000 | 0.891 | 0.777 | 0.003 | 0.037 | 0.009 | 0.020 | 0.008 | 0.240 | 0.025 | 0.309 | 0.000 | 0.840 | 0.062 | 0.489 | 0.386 | 0.231 | -0.012 | 0.010 | 0.000 | 0.011 |
| Balance | 0.033 | 0.011 | 0.000 | 0.039 | 0.000 | 0.891 | 1.000 | 0.822 | 0.006 | 0.000 | 0.000 | 0.000 | 0.012 | 0.141 | 0.000 | 0.315 | 0.039 | 0.963 | 0.014 | 0.550 | 0.388 | 0.230 | -0.010 | 0.036 | 0.030 | 0.024 |
| BalanceSalaryRatio | 0.036 | 0.000 | 0.002 | 0.027 | 0.000 | 0.777 | 0.822 | 1.000 | 0.007 | 0.012 | 0.012 | 0.000 | -0.369 | 0.024 | 0.002 | 0.010 | 0.009 | 0.000 | 0.001 | 0.020 | 0.000 | 0.000 | -0.018 | 0.000 | 0.009 | 0.006 |
| CreditScore | -0.008 | 0.019 | 0.000 | 0.033 | 0.010 | 0.003 | 0.006 | 0.007 | 1.000 | 0.867 | 0.878 | 0.894 | 0.001 | 0.086 | 0.000 | 0.018 | 0.000 | 0.016 | 0.025 | 0.000 | 0.008 | 0.017 | 0.001 | 0.000 | 0.000 | 0.000 |
| CreditScoreBucket_High | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.037 | 0.000 | 0.012 | 0.867 | 1.000 | 0.333 | 0.330 | 0.000 | 0.029 | 0.000 | 0.022 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| CreditScoreBucket_Med | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.012 | 0.878 | 0.333 | 1.000 | 0.330 | 0.000 | 0.000 | 0.000 | 0.024 | 0.018 | 0.000 | 0.000 | 0.000 | 0.012 | 0.016 | 0.000 | 0.000 | 0.000 | 0.011 |
| CreditScoreBucket_VeryHigh | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.020 | 0.000 | 0.000 | 0.894 | 0.330 | 0.330 | 1.000 | 0.017 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| EstimatedSalary | -0.002 | 0.028 | 0.028 | 0.004 | 0.000 | 0.008 | 0.012 | -0.369 | 0.001 | 0.000 | 0.000 | 0.017 | 1.000 | 0.000 | 0.021 | 0.017 | 0.000 | 0.000 | 0.025 | 0.573 | 0.000 | 0.019 | 0.008 | 0.009 | 0.002 | 0.000 |
| Exited | 0.375 | 0.218 | 0.095 | 0.269 | 0.026 | 0.240 | 0.141 | 0.024 | 0.086 | 0.029 | 0.000 | 0.000 | 0.000 | 1.000 | 0.106 | 0.173 | 0.000 | 0.114 | 0.156 | 0.063 | 0.185 | 0.387 | 0.022 | 0.000 | 0.000 | 0.012 |
| Gender_LE | 0.026 | 0.018 | 0.000 | 0.018 | 0.000 | 0.025 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.106 | 1.000 | 0.022 | 0.000 | 0.008 | 0.020 | 0.017 | 0.000 | 0.042 | 0.025 | 0.000 | 0.000 | 0.012 |
| Geography_LE | 0.050 | 0.046 | 0.028 | 0.029 | 0.000 | 0.309 | 0.315 | 0.010 | 0.018 | 0.022 | 0.024 | 0.009 | 0.017 | 0.173 | 0.022 | 1.000 | 0.005 | 0.363 | 0.018 | 0.208 | 0.032 | 0.047 | 0.028 | 0.000 | 0.000 | 0.000 |
| HasCrCard | 0.013 | 0.017 | 0.001 | 0.006 | 0.000 | 0.000 | 0.039 | 0.009 | 0.000 | 0.000 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 1.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.026 | 0.000 | 0.000 | 0.007 |
| HighBalanceFlag | 0.039 | 0.020 | 0.000 | 0.029 | 0.010 | 0.840 | 0.963 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 0.114 | 0.008 | 0.363 | 0.000 | 1.000 | 0.007 | 0.575 | 0.302 | 0.310 | 0.000 | 0.000 | 0.021 | 0.000 |
| IsActiveMember | 0.144 | 0.000 | 0.068 | 0.059 | 0.119 | 0.062 | 0.014 | 0.001 | 0.025 | 0.009 | 0.000 | 0.000 | 0.025 | 0.156 | 0.020 | 0.018 | 0.006 | 0.007 | 1.000 | 0.000 | 0.020 | 0.038 | 0.021 | 0.006 | 0.002 | 0.015 |
| LowSalary_HighBalance | 0.014 | 0.010 | 0.000 | 0.026 | 0.000 | 0.489 | 0.550 | 0.020 | 0.000 | 0.000 | 0.000 | 0.000 | 0.573 | 0.063 | 0.017 | 0.208 | 0.000 | 0.575 | 0.000 | 1.000 | 0.184 | 0.187 | 0.000 | 0.022 | 0.000 | 0.010 |
| MultipleProducts | 0.086 | 0.042 | 0.000 | 0.070 | 0.000 | 0.386 | 0.388 | 0.000 | 0.008 | 0.000 | 0.012 | 0.000 | 0.000 | 0.185 | 0.000 | 0.032 | 0.000 | 0.302 | 0.020 | 0.184 | 1.000 | 1.000 | 0.045 | 0.019 | 0.000 | 0.000 |
| NumOfProducts | 0.087 | 0.087 | 0.034 | 0.112 | 0.000 | 0.231 | 0.230 | 0.000 | 0.017 | 0.000 | 0.016 | 0.000 | 0.019 | 0.387 | 0.042 | 0.047 | 0.000 | 0.310 | 0.038 | 0.187 | 1.000 | 1.000 | 0.035 | 0.026 | 0.000 | 0.000 |
| Tenure | -0.010 | 0.018 | 0.026 | 0.019 | 0.013 | -0.012 | -0.010 | -0.018 | 0.001 | 0.000 | 0.000 | 0.000 | 0.008 | 0.022 | 0.025 | 0.028 | 0.026 | 0.000 | 0.021 | 0.000 | 0.045 | 0.035 | 1.000 | 1.000 | 1.000 | 1.000 |
| TenureBucket_2-3 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.036 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.022 | 0.019 | 0.026 | 1.000 | 1.000 | 0.330 | 0.375 |
| TenureBucket_4-6 | 0.000 | 0.000 | 0.000 | 0.020 | 0.005 | 0.000 | 0.030 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.002 | 0.000 | 0.000 | 0.000 | 1.000 | 0.330 | 1.000 | 0.479 |
| TenureBucket_7-10 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.011 | 0.024 | 0.006 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.012 | 0.012 | 0.000 | 0.007 | 0.000 | 0.015 | 0.010 | 0.000 | 0.000 | 1.000 | 0.375 | 0.479 | 1.000 |
Missing values
Sample
| CreditScore | Age | Tenure | Balance | NumOfProducts | HasCrCard | IsActiveMember | EstimatedSalary | Exited | BalanceSalaryRatio | HighBalanceFlag | MultipleProducts | Age_Balance_interaction | LowSalary_HighBalance | Geography_LE | Gender_LE | AgeGroup_25-34 | AgeGroup_35-49 | AgeGroup_50-64 | AgeGroup_65+ | TenureBucket_2-3 | TenureBucket_4-6 | TenureBucket_7-10 | CreditScoreBucket_Med | CreditScoreBucket_High | CreditScoreBucket_VeryHigh | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 619 | 42 | 2 | 0.00 | 1 | 1 | 1 | 101348.88 | 1 | 0.000000 | 0 | 0 | 42.00 | 0 | 0 | 0 | False | True | False | False | True | False | False | True | False | False |
| 1 | 608 | 41 | 1 | 83807.86 | 1 | 0 | 1 | 112542.58 | 0 | 0.744677 | 0 | 0 | 3436163.26 | 0 | 2 | 0 | False | True | False | False | False | False | False | True | False | False |
| 2 | 502 | 42 | 8 | 159660.80 | 3 | 1 | 0 | 113931.57 | 1 | 1.401375 | 1 | 1 | 6705795.60 | 0 | 0 | 0 | False | True | False | False | False | False | True | False | False | False |
| 3 | 699 | 39 | 1 | 0.00 | 2 | 0 | 0 | 93826.63 | 0 | 0.000000 | 0 | 1 | 39.00 | 0 | 0 | 0 | False | True | False | False | False | False | False | False | True | False |
| 4 | 850 | 43 | 2 | 125510.82 | 1 | 1 | 1 | 79084.10 | 0 | 1.587055 | 1 | 0 | 5397008.26 | 1 | 2 | 0 | False | True | False | False | True | False | False | False | False | True |
| 5 | 645 | 44 | 8 | 113755.78 | 2 | 1 | 0 | 149756.71 | 1 | 0.759604 | 1 | 1 | 5005298.32 | 0 | 2 | 1 | False | True | False | False | False | False | True | True | False | False |
| 6 | 822 | 50 | 7 | 0.00 | 2 | 1 | 1 | 10062.80 | 0 | 0.000000 | 0 | 1 | 50.00 | 0 | 0 | 1 | False | True | False | False | False | False | True | False | False | True |
| 7 | 376 | 29 | 4 | 115046.74 | 4 | 1 | 0 | 119346.88 | 1 | 0.963969 | 1 | 1 | 3336384.46 | 0 | 1 | 0 | True | False | False | False | False | True | False | False | False | False |
| 8 | 501 | 44 | 4 | 142051.07 | 2 | 0 | 1 | 74940.50 | 0 | 1.895518 | 1 | 1 | 6250291.08 | 1 | 0 | 1 | False | True | False | False | False | True | False | False | False | False |
| 9 | 684 | 27 | 2 | 134603.88 | 1 | 1 | 1 | 71725.73 | 0 | 1.876647 | 1 | 0 | 3634331.76 | 1 | 0 | 1 | True | False | False | False | True | False | False | False | True | False |
| CreditScore | Age | Tenure | Balance | NumOfProducts | HasCrCard | IsActiveMember | EstimatedSalary | Exited | BalanceSalaryRatio | HighBalanceFlag | MultipleProducts | Age_Balance_interaction | LowSalary_HighBalance | Geography_LE | Gender_LE | AgeGroup_25-34 | AgeGroup_35-49 | AgeGroup_50-64 | AgeGroup_65+ | TenureBucket_2-3 | TenureBucket_4-6 | TenureBucket_7-10 | CreditScoreBucket_Med | CreditScoreBucket_High | CreditScoreBucket_VeryHigh | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9990 | 714 | 33 | 3 | 35016.60 | 1 | 1 | 0 | 53667.08 | 0 | 0.652478 | 0 | 0 | 1155580.80 | 0 | 1 | 1 | True | False | False | False | True | False | False | False | True | False |
| 9991 | 597 | 53 | 4 | 88381.21 | 1 | 1 | 0 | 69384.71 | 1 | 1.273785 | 0 | 0 | 4684257.13 | 0 | 0 | 0 | False | False | True | False | False | True | False | True | False | False |
| 9992 | 726 | 36 | 2 | 0.00 | 1 | 1 | 0 | 195192.40 | 0 | 0.000000 | 0 | 0 | 36.00 | 0 | 2 | 1 | False | True | False | False | True | False | False | False | False | True |
| 9993 | 644 | 28 | 7 | 155060.41 | 1 | 1 | 0 | 29179.52 | 0 | 5.314015 | 1 | 0 | 4341719.48 | 1 | 0 | 1 | True | False | False | False | False | False | True | True | False | False |
| 9994 | 800 | 29 | 2 | 0.00 | 2 | 0 | 0 | 167773.55 | 0 | 0.000000 | 0 | 1 | 29.00 | 0 | 0 | 0 | True | False | False | False | True | False | False | False | False | True |
| 9995 | 771 | 39 | 5 | 0.00 | 2 | 1 | 0 | 96270.64 | 0 | 0.000000 | 0 | 1 | 39.00 | 0 | 0 | 1 | False | True | False | False | False | True | False | False | False | True |
| 9996 | 516 | 35 | 10 | 57369.61 | 1 | 1 | 1 | 101699.77 | 0 | 0.564108 | 0 | 0 | 2007971.35 | 0 | 0 | 1 | True | False | False | False | False | False | True | False | False | False |
| 9997 | 709 | 36 | 7 | 0.00 | 1 | 0 | 1 | 42085.58 | 1 | 0.000000 | 0 | 0 | 36.00 | 0 | 0 | 0 | False | True | False | False | False | False | True | False | True | False |
| 9998 | 772 | 42 | 3 | 75075.31 | 2 | 1 | 0 | 92888.52 | 1 | 0.808230 | 0 | 1 | 3153205.02 | 0 | 1 | 1 | False | True | False | False | True | False | False | False | False | True |
| 9999 | 792 | 28 | 4 | 130142.79 | 1 | 1 | 0 | 38190.78 | 0 | 3.407702 | 1 | 0 | 3644026.12 | 1 | 0 | 0 | True | False | False | False | False | True | False | False | False | True |